Quick Analysis

Below is a table that aggregates our datapoints by their cluster. We selected 6 clusters (rather arbitrarily) for this exercise. If you are unfamiliar with the general demography of Florida here are some broad strokes.

Coastlines will by and large the richest parts of the state and likely very white.

South Florida, mainly below West Palm Beach is much more hispanic than other parts of the state.

Interior rural parts of the state will likely be white and African American and relatively low-income compared to the rest of the state.

The main cities in Florida are Miami, Orlando, Tampa, Jacksonville and Tallahassee (capital). We should expect to see a nice general diversity of populations around each of these, but some obvious demographic clusters emerging as well.

If we look closely to the NW of Orlando and SE of Ocala there is a trapezoidal shape created by a couple tracts. This corresponds to a wealthier, retirement age cluster and is The Villages: one of the largest retirement communities in the world.

I am a Floridian so I chose this state as a sort of sanity check to ensure that the clusters were making sense and fell roughly where they should be.